Probabilistic shaping for arbitrary modulation formats
Systems and methods for optical data transport, including controlling data transport across an optical transmission medium by generating two-dimensional (2D) distribution matchers (DMs) based on probabilistic fold shaping (PFS) and arbitrary probabilistic shaping (APS). The 2D PFS-based DM is can encode any N-fold rotationally symmetrical Quadrature Amplitude Modulation (QAM) format by applying the 2D PFS-based DM only to symbols in one quadrant based on a target entropy. A fold index yield uniform distribution is determined, and is utilized to carry generated uniform distributed parity check bits across the optical transmission medium. The 2D APS-based DM can encode any arbitrary modulation formats by encoding uniform binary data to generate non-uniform target symbols, and generating a probability distribution for the target symbols by indirectly applying the 2D APS-based DM based on a target probability distribution and a detected code rate of generated FEC code.
1. A system for optical data transport, comprising:
a memory operatively coupled to a processor device, the processor being configured to control data transport across an optical transmission medium by:
generating two-dimensional (2D) distribution matchers (DMs) based on probabilistic fold shaping (PFS) and arbitrary probabilistic shaping (APS);
wherein the 2D PFS-based DM is configured to encode any N-fold rotationally symmetrical Quadrature Amplitude Modulation (QAM) format by applying the 2D PFS-based DM only to symbols in one quadrant based on a target entropy, determining a fold index yield uniform distribution, and utilizing the fold index to carry generated uniform distributed parity check bits across the optical transmission medium; and
wherein the 2D APS-based DM is configured to encode any arbitrary modulation formats by encoding uniform binary data to generate non-uniform target symbols, and generating a probability distribution for the target symbols by indirectly applying the 2D APS-based DM based on a target probability distribution and a detected code rate of generated FEC code.
2. The system as recited in claim 1 , wherein the 2D APS-based DM is further configured to append information bits obtained from bit labeling with uniform distributed parity-check bits.
3. The system as recited in claim 2 , wherein the uniform distributed parity-check bits are mapped to M-ary quadrature amplitude modulation (M-QAM) symbols.
4. The system as recited in claim 1 , wherein constellation points in the one quadrant are shaped by the 2D PFS-based DM using a 2D Maxwell-Boltzmann distribution.
5. The system as recited in claim 4 , wherein a first and a fourth bit in bit labeling of the N-fold rotationally symmetrical QAM are utilized to discriminate the fold index.
6. The system as recited in claim 5 , wherein the QAM is a 32 QAM.
7. The system as recited in claim 1 , further comprising transmitting and receiving shaped signals across the transmission medium.
8. A method for optical data transport, comprising:
generating one or more two-dimensional (2D) distribution matchers (DMs) based on probabilistic fold shaping (PFS), the 2D PFS-based DMs being configured to encode any N-fold rotationally symmetrical Quadrature Amplitude Modulation (QAM) format;
applying the 2D PFS-based DM only to symbols in one constellation quadrant based on a target entropy;
determining a fold index yield uniform distribution, the fold index being utilized for carrying generated uniform distributed parity check bits across an optical transmission medium.
9. The method as recited in claim 8 , wherein constellation points in the one quadrant are shaped by the 2D PFS-based DM using a 2D Maxwell-Boltzmann distribution.
10. The method as recited in claim 9 , wherein a first and a fourth bit in bit labeling of the N-fold rotationally symmetrical QAM are utilized to discriminate the fold index.
11. The method as recited in claim 8 , wherein the QAM is a 32 QAM.
12. The method as recited in claim 8 , further comprising transmitting and receiving shaped signals across the transmission medium.
13. The method as recited in claim 8 , further comprising performing bit sequence concatenation after bit labeling.
14. A method for data transport, comprising:
generating one or more two-dimensional (2D) distribution matchers (DMs) based on arbitrary probabilistic shaping (APS), the 2D APS-based DM being configured to optimize data transmission performance for any arbitrary modulation formats;
encoding received uniform binary data to generate non-uniform target symbols; and
generating a probability distribution for the target symbols by indirectly applying the 2D APS-based DM based on a target probability distribution and a detected code rate of generated FEC code.
15. The method as recited in claim 14 , wherein the 2D APS-based DM is further configured to append information bits obtained from bit labeling with uniform distributed parity-check bits.
16. The system as recited in claim 15 , wherein the uniform distributed parity-check bits are mapped to M-ary quadrature amplitude modulation (M-QAM) symbols.
17. The method as recited in claim 14 , further comprising transmitting and receiving shaped signals across a transmission medium.
18. The method as recited in claim 17 , wherein the transmission medium is an optical transmission medium.